liuzhao1225/YouDub-webui

14.3

Adjusted Score

14.3

Raw Score

100%

Time Factor

2026-08-26

Last Push

5.4K

Stars

Python

Language

31.7K

Lines of Code

100

Files

452

Pattern Hits

2026-08-29

Scan Date

0.00

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 3LOW 449

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 452 distinct pattern matches across 6 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers350 hits · 344 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/auth.py	107	def validate_auth_configuration() -> AuthSettings:	CODE
LOW	backend/app/config.py	18	def configure_windows_ffmpeg_dll_directory() -> None:	CODE
LOW	backend/app/config.py	48	def _load_runtime_environment(repo_root: Path) -> None:	CODE
LOW	backend/app/gpu_memory.py	76	def release_after_stage_enabled() -> bool:	CODE
LOW	backend/app/database.py	162	def delete_expired_auth_sessions(expires_before: str) -> int:	CODE
LOW	backend/app/database.py	171	def reserve_auth_login_attempt(	CODE
LOW	backend/app/database.py	218	def delete_auth_login_attempt(client_hash: str) -> bool:	CODE
LOW	backend/app/database.py	227	def backfill_titles_from_metadata() -> None:	CODE
LOW	backend/app/pipeline.py	227	def _write_uploaded_asr_artifact(self, task: dict) -> Path:	CODE
LOW	backend/app/pipeline.py	283	def _log_release_report_preserving_error(	CODE
LOW	backend/app/pipeline.py	296	def _log_messages_preserving_error(	CODE
LOW⚡	backend/app/pipeline.py	325	def _log_secondary_release_failure(	CODE
LOW	backend/app/main.py	110	def normalize_translate_concurrency(value: str) -> str:	CODE
LOW	backend/app/main.py	146	async def redact_login_validation_error(	CODE
LOW	backend/app/main.py	204	def _clear_replaced_login_cookie(	CODE
LOW	backend/app/devices.py	104	def _resolve_configured_device(value: str, setting_name: str) -> str:	CODE
LOW	backend/app/devices.py	145	def validate_device_available(selected_device: str, setting_name: str = "DEVICE") -> None:	CODE
LOW	backend/app/runtime_security.py	93	def _validate_directory_metadata(path: Path, metadata: os.stat_result) -> None:	CODE
LOW	backend/app/runtime_security.py	107	def _secure_open_fd_without_mode_change(path: Path, *, directory: bool) -> int:	CODE
LOW	backend/app/runtime_security.py	179	def ensure_model_cache_directory(path: Path \| str) -> Path:	CODE
LOW	backend/app/runtime_security.py	342	def validate_model_cache_location(	CODE
LOW	backend/app/runtime_security.py	441	def _validate_sqlite_sidecar_metadata(	CODE
LOW	backend/app/runtime_security.py	456	def secure_sqlite_sidecar_file(path: Path \| str) -> os.stat_result \| None:	CODE
LOW	backend/app/runtime_security.py	511	def secure_sqlite_database_file(database_path: Path \| str) -> None:	CODE
LOW	backend/app/runtime_security.py	525	def atomic_write_private_text(path: Path \| str, content: str, *, encoding: str = "utf-8") -> None:	CODE
LOW	backend/app/runtime_security.py	575	def open_private_binary_exclusive(path: Path \| str) -> BinaryIO:	CODE
LOW	backend/app/adapters/openai_translate.py	244	def write_preprocess_artifact(session: Path, pre: PreprocessResponse) -> Path:	CODE
LOW	backend/app/adapters/whisper_asr.py	38	def _remove_corrupt_whisper_cache(whisper, name: str, download_root: str \| None) -> bool:	CODE
LOW	backend/app/adapters/ytdlp.py	32	def _bootstrap_bilibili_cookie(cookie_path: Path) -> None:	CODE
LOW	backend/app/adapters/ytdlp.py	109	def _download_with_format_candidates(	CODE
LOW	backend/app/adapters/ffmpeg.py	228	def subtitle_style_for_orientation(orientation: str, font: str, lang: str = "zh") -> str:	CODE
LOW	backend/app/adapters/voxcpm.py	114	def _write_original_target_audio(	CODE
LOW	backend/app/adapters/audio.py	20	def split_audio_by_translation(vocals_file: Path, translation_file: Path, session: Path) -> Path:	CODE
LOW	backend/app/adapters/openai_client.py	6	def normalize_openai_base_url(base_url: str) -> str:	CODE
LOW	backend/app/adapters/local_subtitles.py	102	def _uploaded_subtitle_payloads(	CODE
LOW⚡	backend/app/adapters/local_subtitles.py	135	def write_uploaded_asr_artifact(	CODE
LOW⚡	backend/app/adapters/local_subtitles.py	144	def write_uploaded_asr_fixed_artifact(	CODE
LOW⚡	backend/app/adapters/local_subtitles.py	153	def write_uploaded_translation_artifact(	CODE
LOW	backend/app/adapters/local_subtitles.py	165	def write_uploaded_subtitle_artifacts(	CODE
LOW	backend/tests/test_voxcpm.py	16	def test_release_model_clears_cached_model(monkeypatch):	CODE
LOW	backend/tests/test_voxcpm.py	51	def test_fallback_cache_built_once_and_reused(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	131	def test_skips_existing_tts_files(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	175	def test_empty_translation_skips_tts(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	192	def test_original_mode_copies_original_audio_with_non_empty_caption(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	246	def test_legacy_empty_target_copies_original_audio_without_loading_model(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	270	def test_original_target_audio_writes_exact_private_range(tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	292	def test_original_target_audio_rejects_partially_out_of_range(tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	312	def test_original_target_audio_rejects_fully_out_of_range(tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	332	def test_original_target_audio_accepts_end_at_source_boundary(tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	351	def test_original_target_audio_accepts_sub_millisecond_rounded_tail(tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	370	def test_original_target_audio_rejects_one_millisecond_tail_overflow(tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	390	def test_original_target_audio_rejects_quantized_one_millisecond_tail_overflow(	CODE
LOW	backend/tests/test_voxcpm.py	417	def test_original_target_audio_rejects_symlink_output(tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	439	def test_original_segments_are_excluded_from_tts_fallback_references(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	498	def test_calls_progress_callback(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	535	def test_model_generate_used_for_own_reference(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	567	def test_fallback_cache_preserves_wrapper_generation_behavior(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	603	def test_fallback_cache_is_scoped_by_speaker(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	667	def test_fallback_keeps_same_speaker_when_only_other_speaker_has_long_reference(mock_load, tmp_path):	CODE
LOW	backend/tests/test_youtube.py	19	def test_extract_video_id_from_watch_url():	CODE
290 more matches not shown…

Unused Imports52 hits · 48 pts

Severity	File	Line	Context
LOW	backend/app/worker.py	3	CODE
LOW	backend/app/auth.py	1	CODE
LOW	backend/app/config.py	1	CODE
LOW	backend/app/youtube.py	1	CODE
LOW	backend/app/gpu_memory.py	1	CODE
LOW	backend/app/database.py	1	CODE
LOW	backend/app/stage_reset.py	1	CODE
LOW	backend/app/runtime_checks.py	1	CODE
LOW	backend/app/audio_mode.py	1	CODE
LOW	backend/app/stages.py	1	CODE
LOW	backend/app/sources.py	1	CODE
LOW	backend/app/pipeline.py	1	CODE
LOW	backend/app/main.py	1	CODE
LOW	backend/app/devices.py	1	CODE
LOW	backend/app/sanitize.py	1	CODE
LOW	backend/app/runtime_security.py	1	CODE
LOW	backend/app/adapters/asr_sentence_fixer.py	1	CODE
LOW	backend/app/adapters/openai_translate.py	1	CODE
LOW	backend/app/adapters/whisper_asr.py	1	CODE
LOW	backend/app/adapters/ytdlp.py	1	CODE
LOW	backend/app/adapters/ffmpeg.py	1	CODE
LOW	backend/app/adapters/local_video.py	1	CODE
LOW	backend/app/adapters/voxcpm.py	1	CODE
LOW	backend/app/adapters/demucs.py	1	CODE
LOW	backend/app/adapters/audio.py	1	CODE
LOW	backend/app/adapters/openai_client.py	1	CODE
LOW	backend/app/adapters/_translate_prompts.py	1	CODE
LOW	backend/app/adapters/local_subtitles.py	1	CODE
LOW	backend/tests/test_voxcpm.py	1	CODE
LOW	backend/tests/conftest.py	1	CODE
LOW	backend/tests/test_stage_reset.py	1	CODE
LOW	backend/tests/test_stage_reset.py	3	CODE
LOW	backend/tests/test_settings_and_api.py	1	CODE
LOW	backend/tests/test_auth.py	1	CODE
LOW	backend/tests/test_auth.py	4	CODE
LOW	backend/tests/test_audio.py	1	CODE
LOW	backend/tests/test_local_subtitles.py	1	CODE
LOW	backend/tests/test_file_permissions.py	1	CODE
LOW	backend/tests/test_demucs_adapter.py	1	CODE
LOW	backend/tests/test_whisper_asr.py	1	CODE
LOW	backend/tests/test_worker.py	1	CODE
LOW	backend/tests/test_gpu_memory.py	1	CODE
LOW	backend/tests/test_audio_mode.py	1	CODE
LOW	backend/tests/test_config.py	1	CODE
LOW	backend/tests/test_runtime_checks.py	1	CODE
LOW	backend/tests/test_devices.py	1	CODE
LOW	backend/tests/test_local_video.py	1	CODE
LOW	backend/tests/test_asr_sentence_fixer.py	1	CODE
LOW	backend/tests/test_ffmpeg.py	1	CODE
LOW	backend/tests/test_translation.py	1	CODE
LOW	backend/tests/test_pipeline.py	1	CODE
LOW	scripts/run_pipeline.py	3	CODE

Excessive Try-Catch Wrapping36 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/worker.py	40	except Exception:	CODE
LOW	backend/app/worker.py	52	except Exception:	CODE
LOW⚡	backend/app/worker.py	71	except Exception:	CODE
LOW⚡	backend/app/worker.py	76	except Exception:	CODE
LOW⚡	backend/app/worker.py	85	except Exception as exc:	CODE
LOW⚡	backend/app/worker.py	93	except Exception:	CODE
LOW	backend/app/gpu_memory.py	106	except Exception as exc:	CODE
LOW	backend/app/database.py	34	except Exception:	CODE
LOW	backend/app/pipeline.py	129	except Exception as exc:	CODE
LOW⚡	backend/app/pipeline.py	252	except Exception as stage_exc:	CODE
LOW⚡	backend/app/pipeline.py	255	except Exception as release_exc:	CODE
LOW⚡	backend/app/pipeline.py	265	except Exception as release_exc:	CODE
LOW	backend/app/pipeline.py	306	except Exception as log_exc:	CODE
LOW⚡	backend/app/pipeline.py	319	except Exception:	CODE
LOW⚡	backend/app/pipeline.py	334	except Exception:	CODE
LOW⚡	backend/app/pipeline.py	596	except Exception as task_exc:	CODE
LOW⚡	backend/app/pipeline.py	599	except Exception as release_exc:	CODE
LOW⚡	backend/app/pipeline.py	609	except Exception as release_exc:	CODE
LOW⚡	backend/app/pipeline.py	612	except Exception as task_read_exc:	CODE
LOW	backend/app/pipeline.py	628	except Exception as task_update_exc:	CODE
LOW	backend/app/main.py	401	except Exception:	CODE
LOW	backend/app/main.py	423	except Exception:	CODE
LOW	backend/app/main.py	427	except Exception:	CODE
LOW	backend/app/main.py	482	except Exception:	CODE
LOW	backend/app/main.py	726	except Exception as exc:	CODE
MEDIUM	backend/app/main.py	311	def _ensure_runtime_ready() -> None:	CODE
LOW	backend/app/runtime_security.py	123	except Exception:	CODE
LOW	backend/app/runtime_security.py	136	except Exception:	CODE
LOW	backend/app/runtime_security.py	570	except Exception:	CODE
LOW	backend/app/runtime_security.py	586	except Exception:	CODE
LOW	backend/app/adapters/ytdlp.py	126	except Exception as exc:	CODE
LOW	backend/app/adapters/ffmpeg.py	323	except Exception:	CODE
MEDIUM	backend/tests/test_settings_and_api.py	943	def update_settings() -> None:	CODE
MEDIUM	backend/tests/test_settings_and_api.py	1022	def read_settings() -> None:	CODE
LOW	backend/tests/test_settings_and_api.py	951	except Exception as exc: # pragma: no cover - asserted below	CODE
LOW	backend/tests/test_settings_and_api.py	1025	except Exception as exc: # pragma: no cover - asserted below	CODE

Modern Structural Boilerplate7 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/worker.py	17	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/app/database.py	616	def update_task(task_id: str, **fields: Any) -> None:	CODE
LOW⚡	backend/app/database.py	625	def update_stage(task_id: str, name: str, **fields: Any) -> None:	CODE
LOW⚡	backend/app/database.py	634	def set_setting(key: str, value: str) -> None:	CODE
LOW	backend/app/pipeline.py	20	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/main.py	39	logger = logging.getLogger(__name__)	CODE
LOW	backend/tests/test_settings_and_api.py	943	def update_settings() -> None:	CODE

Deep Nesting6 hits · 4 pts

Severity	File	Line	Context
LOW	backend/app/main.py	387	CODE
LOW	backend/app/runtime_security.py	179	CODE
LOW	backend/app/adapters/voxcpm.py	168	CODE
LOW	backend/tests/test_pipeline.py	682	CODE
LOW	backend/tests/test_pipeline.py	693	CODE
LOW	backend/tests/test_pipeline.py	694	CODE

Overly Generic Function Names1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	backend/app/pipeline.py	592	def run_task(task_id: str) -> None:	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings